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Biomedical subjects

L Cinotti

Publications and source records attributed to L Cinotti.

58 records · Page 4Linked to original sources

Delineation and quantitation of brain lesions by fuzzy clustering in positron emission tomography.

In this study, we investigate the application of the fuzzy clustering to the anatomical localization and quantitation of brain lesions in Positron Emission Tomography (PET) images. The method is based on the Fuzzy C-Means (FCM) algorithm. The algorithm segments the PET image data points into a given number of clusters. Each cluster is an homogeneous region of the brain (e.g. tumor). A feature vector is assigned to a cluster which has the highest membership degree. Having the label affected by the FCM algorithm to a cluster, one may easily compute the corresponding spatial localization, area and perimeter. Studies concerning the evolution of a tumor after different treatments in two patients are presented.

Algorithms↗

[18F FDG PET- applications in oncology].

The greatest branch of evolution in Nuclear Medicine that appear in the last period of time, also in medical practice, is scintigraphy with 18F FDG-PET. At the beginning, the images with 18F FDG were used especially in the study of functional cerebral metabolism. Now, new data show that the method presents en major role in cancer diagnosis, localize the tumour and metastasis, and monitoring the treatment in oncology because of the peculiars changes in glucose metabolism of the cancer cells. In this two parts of reference synthesis our goal was to present the following subjects: I) first part include the particularities of glucose metabolism of tumour cells, functionality and components of PET, radiopharmaceutical used in PET, the synthesis of 18F FDG, the clinical procedure and the detection of unknown cancers; II) the second part is about the mains types of tumours identified with 18F FDG-PET (lung, breast, lymphoma, melanoma, colorectal cancer and others). The clinical cases that illustrate the applications are investigated at CERMEP, Lyon, France.

Fluorodeoxyglucose F18↗

[18F FDG PET-Applications in Oncology].

In the first part our intention was, essentially, to present the particularities of glucose tumoral cells metabolism, PET components, the synthesis of 18F FDG and the detection of unknown cancers. This second part makes reference about mainly types of tumors who benefit by FDG-PET indications. Clinical PET has a rapid growth because of its use in cancer diagnosis and management. According with published studies all over the world, the sensibility and specificity of FDG-PET, noninvasive method, is higher than that of the conventional methods like CT, IRM, ultrasonography. PET is en excellent detection method of most of common cancer types and depends not on the histological neoplasm type; the more aggressive is the tumor, more it will uptake the radiotracer. The cost is significant, so the indications must be very precise: evaluating the malignity of solitary pulmonary nodules, evaluating the recurrences of melanoma, colon cancer diagnosis, differentiation between recurrent brain tumor and radiation injury, differential diagnosis of the benign lymph and malign lymph nodes, staging of Hodgkin's and non-Hodgkin's lymphoma, evaluation the response to therapy. Because the PET images are difficult to interpret, appears the necessity of correlation with anatomic images: this was the fusion images beginnings (the PET and CT images combination); now the physiologic information has precise anatomic localization. The growing of this method is very probably, both using 18F FDG -thanks to its highly favorable physical characteristics- and other new radiopharmaceuticals. The clinical cases that illustrate the applications are investigated at CERMEP, Lyon, France.

Diagnosis, Differential↗